95 research outputs found
Metal Recovery from Sludge through the Combination of Hydrothermal Sulfidation and Flotation
AbstractThe heavy metal in the waste can react with sulfur and be converted to metal sulfide through the hydrothermal sulfidation. For metal recovery, the synthetic metal sulfide can be enriched through subsequent flotation process. It is a novel way for the recovery of heavy metal from the sludge. In this study, the effects of liquid/solid ratio, mineralizer concentration, precursor concentration and dosage of sulfur on the sulfidation extent and floatation index were investigated. Result shows that with a precursor concentration of 15%, a Zn/S molar ratio of 1:1.2, a liquid/solid ratio of 3:1, the sulfidation extent of zinc in the sludge was greater than 92%, while the flotation recovery of zinc reached up to 45.34%. The toxicity characteristic leaching procedure (TCLP) revealed that stabilization and detoxification of heavy metals occurred during sulfidation
Ion Bridging by Carbon Dioxide Facilitates Electrochemical Energy Storage at Charged CarbonâIonicâLiquid Interfaces
Abstract Solvent free ionic liquid (IL) electrolytes facilitate highâvoltage supercapacitors with enhanced energy density, but their complex ion arrangement and through that the electrochemical properties, are limited by strong Coulombic ordering in the bulk state and likeâcharged ion repulsion at electrified interfaces. Herein, a unique interfacial phenomenon resulting from the presence of carbon dioxide loaded in 1âEthylâ3âmethylimidazoliumtetrafluorborate electrolyte that simultaneously couples to IL ions and nitrogenâdoped carbonaceous electrode is reported. The adsorbed CO 2 molecule polarizes and mitigates the electrostatic repulsion among likeâcharged ions near the electrified interface, leading to an ion âbridge effectâ with increased interfacial ionic density and significantly enhanced charge storage capability. The unpolarized CO 2 possessing a large quadrupole moment further reduces ion coupling, resulting in higher conductivity of the bulk IL and improved rate capability of the supercapacitor. This work demonstrates polarizationâcontrolled likeâcharge attraction at ILâelectrodeâgas threeâphase boundaries, providing insights into manipulating complex interfacial ion ordering with small polar molecule mediators.Solventâfree ionic liquid (IL) electrolytes enable highâvoltage and highâenergyâdensity applications. The proposed bridge effect with CO 2 loaded in an IL electrolyte acting as a mediator on the nitrogenâdoped electrode surface, alleviates the undesired Coulombic ordering and interfacial likeâcharged ion repulsion. By breaking the limitation of interfacial ion packing density, this effect results in a significant enhancement of charge storage capability. imag
Preparation of Antibacterial Color-Coated Steel Sheets
A simple method to fabricate antibacterial color-coated steel sheet was presented. The Ag-loaded TiO2 was well dispersed in steel coil coating coupled with some special additives, such as plasticizer, wetting dispersant, and flow agent, and finally became the part of coil coating without any negative influence on the properties of final products. The best process parameters were obtained by substantive trial experiments. Ag-loaded TiO2 with the addition of 2% (w/w) in steel coil coating not only improved antibacterial efficiency of the antibacterial color-coated sheet by reaching 99.99%, but also greatly increased the degradation percentage of methyl orange to 88% without decreasing physical properties. The antibacterial color-coated sheets are expected to be used as antimicrobial products in the construction industry considering its low cost and high effectiveness in inhibiting the growth of bacteria
Highly Efficient Decomposition of Perfluorocarbons for over 1000 Hours via Active Site Regeneration
Tetrafluoromethane (CF4), the simplest perfluorocarbon (PFC), has the potential to exacerbate global warming. Catalytic hydrolysis is a viable method to degrade CF4, but fluorine poisoning severely restricts both the catalytic performance and catalyst lifetime. In this study, Ga is introduced to effectively assists the defluorination of poisoned Al active sites, leading to highly efficient CF4 decomposition at 600â°C with a catalytic lifetime exceeding 1,000â
hours. 27Al and 71Ga magic-angle spinning nuclear magnetic resonance spectroscopy (MAS NMR) showed that the introduced Ga exists as tetracoordinated Ga sites (GaIV), which readily dissociate water to form GaâOH. In situ diffuse reflectance infrared Fourier transform spectroscopy (DRIFTS) and density function theory (DFT) calculations confirmed that GaâOH assists the defluorination of poisoned Al active sites via a dehydration-like process. As a result, the Ga/Al2O3 catalyst achieved 100â% CF4 decomposition keeping an ultra-long catalytic lifetime and outperforming reported results. This work proposes a new approach for efficient and long-term CF4 decomposition by promoting the regeneration of active sites
Development and Testing of Retrieval Augmented Generation in Large Language Models -- A Case Study Report
Purpose: Large Language Models (LLMs) hold significant promise for medical
applications. Retrieval Augmented Generation (RAG) emerges as a promising
approach for customizing domain knowledge in LLMs. This case study presents the
development and evaluation of an LLM-RAG pipeline tailored for healthcare,
focusing specifically on preoperative medicine.
Methods: We developed an LLM-RAG model using 35 preoperative guidelines and
tested it against human-generated responses, with a total of 1260 responses
evaluated. The RAG process involved converting clinical documents into text
using Python-based frameworks like LangChain and Llamaindex, and processing
these texts into chunks for embedding and retrieval. Vector storage techniques
and selected embedding models to optimize data retrieval, using Pinecone for
vector storage with a dimensionality of 1536 and cosine similarity for loss
metrics. Human-generated answers, provided by junior doctors, were used as a
comparison.
Results: The LLM-RAG model generated answers within an average of 15-20
seconds, significantly faster than the 10 minutes typically required by humans.
Among the basic LLMs, GPT4.0 exhibited the best accuracy of 80.1%. This
accuracy was further increased to 91.4% when the model was enhanced with RAG.
Compared to the human-generated instructions, which had an accuracy of 86.3%,
the performance of the GPT4.0 RAG model demonstrated non-inferiority (p=0.610).
Conclusions: In this case study, we demonstrated a LLM-RAG model for
healthcare implementation. The pipeline shows the advantages of grounded
knowledge, upgradability, and scalability as important aspects of healthcare
LLM deployment.Comment: N
Heteroatoms Induce Localization of the Electric Field and Promote a Wide Potential-Window Selectivity Towards CO in the CO2 Electroreduction
Carbon dioxide electroreduction (CO2RR) is a sustainable way of producing carbon-neutral fuels. Product selectivity in CO2RR is regulated by the adsorption energy of reaction-intermediates. Here, we employ differential phase contrast-scanning transmission electron microscopy (DPC-STEM) to demonstrate that Sn heteroatoms on a Ag catalyst generate very strong and atomically localized electric fields. In situ attenuated total reflection infrared spectroscopy (ATR-IR) results verified that the localized electric field enhances the adsorption of *COOH, thus favoring the production of CO during CO2RR. The Ag/Sn catalyst exhibits an approximately 100 % CO selectivity at a very wide range of potentials (from -0.5 to -1.1 V, versus reversible hydrogen electrode), and with a remarkably high energy efficiency (EE) of 76.1 %
Two-Dimensional Titanium Carbides (Ti3C2Tx) Functionalized by Poly(m-phenylenediamine) for Efficient Adsorption and Reduction of Hexavalent Chromium
Titanium carbides (MXenes) are promising multifunctional materials. However, the negative surface charge and layer-by-layer restacking of MXenes severely restrict their application in the field of anionic pollutants, including in hexavalent chromium (Cr(VI)). Herein, Ti3C2Tx MXenes was functionalized through in situ polymerization and intercalation of poly(m-phenylenediamine) (PmPD), then Ti3C2Tx/PmPD composites were obtained. Delightedly, Ti3C2Tx/PmPD composites exhibited positive surface charge, expanded interlayer spacing, and enhanced hydrophobicity. Furthermore, the specific surface area of Ti3C2Tx/PmPD composite was five and 23 times that of Ti3C2Tx and PmPD, respectively. These advantages endowed Ti3C2Tx/PmPD composite with an excellent adsorption capacity of Cr(VI) (540.47 mg g−1), which was superior to PmPD (384.73 mg g−1), Ti3C2Tx MXene (137.45 mg g−1), and the reported MXene-based adsorbents. The Cr(VI) removal mechanism mainly involved electrostatic adsorption, reduction, and chelation interaction. This study developed a simple functionalization strategy, which would greatly explore the potential of MXenes in the field of anionic pollutants
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